Beyond the Fixed Price: Valuation and Risk of Non-Standard Renewable PPAs

πŸ“… 2026-07-03
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This study addresses the lack of systematic valuation and risk assessment methodologies for non-standard renewable energy power purchase agreements (PPAs). Building upon financial pricing theory, the authors develop an analytical framework that formalizes the payoff structures of wind and solar PPAs, introduces a continuous-time reduced-form model for solar irradiance suitable for financial applications, and employs Monte Carlo simulation to derive fair prices and quantify market risks. Empirical analysis using data from the Italian electricity market demonstrates that the fair value and risk profile of PPAs are highly sensitive to both technology type and contract design, revealing distinct risk–return trade-offs across different PPA configurations. The proposed approach offers both practical tools and theoretical foundations for pricing and managing risks in renewable energy PPAs.
πŸ“ Abstract
Renewable Power Purchase Agreements have become increasingly important instruments for supporting the energy transition, as they offer revenue stability to renewable energy producers and price certainty to electricity consumers. This paper develops a financial framework for the valuation and risk assessment of fixed-price renewable PPAs. We formalize the payoff structures of the main PPA designs adopted in practice for wind and photovoltaic generation and derive fair contract prices based on financial valuation principles. We further propose a market risk-assessment methodology based on Monte Carlo simulation and introduce a parsimonious continuous-time model for solar irradiance suitable for financial applications. An empirical analysis of the Italian electricity market shows that fair prices and risk profiles vary substantially across technologies and contractual structures, highlighting the trade-off between downside protection and participation in favorable market outcomes. This framework provides practical tools for the pricing and risk evaluation of renewable PPAs.
Problem

Research questions and friction points this paper is trying to address.

Renewable PPAs
Valuation
Risk Assessment
Non-Standard Contracts
Electricity Market
Innovation

Methods, ideas, or system contributions that make the work stand out.

Renewable PPA valuation
Monte Carlo risk assessment
Continuous-time solar irradiance model
Financial pricing framework
Downside protection trade-off
N
Nicola Bartolini
Department of Statistics, University of Bologna, Bologna, Italy
S
Silvia Romagnoli
Department of Statistics, University of Bologna, Bologna, Italy
A
Amia Santini
Department of Statistics, University of Bologna, Bologna, Italy